Can One Maturity Determine a Time-Homogeneous Local Volatility Model?
Summary
The document asks whether European call prices at a single maturity uniquely determine a time-independent local-volatility function, given that Dupire’s formula ordinarily uses a surface across maturities. One answer cites a result establishing a unique time-homogeneous local-volatility model for the single-maturity price distribution. It notes a special case: where the option-implied density vanishes, local volatility may become infinite, corresponding to a gap diffusion. The answer says there is no convenient analytic formula for that construction.
A second answer disputes the practical inference from a single maturity and explains why a time derivative is missing from the Dupire calculation. A crude finite difference from the known expiry payoff is possible, but the discussion warns that it is only an approximation; assuming a flat implied-volatility slice also leaves maturity dependence in the formula. Thus the text presents a distinction between existence and uniqueness in a model-theoretic result and the practical difficulty of computing volatility from one slice. Rates are assumed zero in the question’s simplified price formula.
Key ideas
- The standard Dupire expression requires maturity variation, which a single option slice does not directly provide.
- One cited result claims a unique time-homogeneous local-volatility model can generate a single-maturity distribution.
- Zero implied density can correspond to infinite local volatility and a gap diffusion.
- Finite-difference or flat-slice approximations do not remove all maturity dependence from practical calculations.
Tags
Full text
# Time-independent local volatility
# Time-independent local volatility
Suppose somebody provides us with a surface of European call prices $C(\tau,K)$ where $\tau$ stands for time-to-maturity and $K$ for the strike. By Dupire's results, there is a unique local volatility function $\sigma(\tau,K)$ that generates these prices, and it can be expressed from them as $$ \sigma(\tau,K) = \frac{2C_\tau}{K^2C_{KK}}, $$ here for simplicity I am assuming that interest rate is zero. Now, if we just have $C(T,K)$ for a single maturity $\tau = T$, is that true that there exists a unique time-independent local volatility $\sigma(K)$ that generates this price at that maturity? In case it does, is there an analytic formula for that function?
## Answer by q.t.f. (score 4)
https://quant.stackexchange.com/a/16725
Yes, there is a unique time homogeneous local vol model. This is proven in http://www.sciencedirect.com/science/article/pii/S0304414912002487. There is a slight generalization required that if the option-implied density is zero somewhere, the corresponding local vol is infinite in that region, giving a "gap diffusion".
No, there is no nice formula for the local vol in this case.
## Answer by vanna (score 0)
https://quant.stackexchange.com/a/16673
No.
In practice the local volatility model has a finite number of slices, so a single slice works as well. Now the problem is : how to compute the time derivative ? Well without adding any information you know that $$ C(0,K) = (S_0-K)_+ $$ so you could try $$ C_\tau = \frac{C(\tau,K)-C(0,K)}{\tau} $$ but it is a very crude approximation. What you may want to do instead is first to use the Dupire formula w.r.t. implied volatilities and consider the whole surface flat and equal to you slice, thus taking $\Sigma_\tau=0$. It is equivalent to use the formula w.r.t. total implied variances $w(\tau,K):=\Sigma^2(\tau,K)\tau$ and compute the derivative as above : $$ \lim_{\tau \rightarrow 0_+} w(\tau,K) = 0$$ $$ w_\tau(\tau,K) \eqsim \frac{w(\tau,K)-w(0_+,K)}{\tau} = \Sigma^2(\tau,K)$$
Here is the formula w.r.t. total variances (a good reference is Gatheral's The Volatility Surface: A Practitioner's Guide) :
$$ \sigma^2(\tau,K) = \frac{w_\tau(K)}{\displaystyle1-\frac{y}{w(\tau,K)}w_y(\tau,K)+\frac{1}{4}\left(-\frac{1}{4}-\frac{1}{w(\tau,K)}+\frac{y^2}{w^2(\tau,K)}\right)(w_y(\tau,K))^2+\frac{1}{2}w_{yy}(\tau,K)} $$ where $y=\ln(K/S_O)$ and $w_\tau(K)=\Sigma(K)^2$. You see here that the denominator still depends on $\tau$ through $w$. There is no way around this.
The vanilla price approach will yield the same conclusion since the equivalent time-derivative has to be computed using the Black-Scholes $\theta$ greek (derivative w.r.t. to time to maturity) with the implied volatility at the considered strike. The Black-Scholes theta depends on the time to maturity even without drift.
Also the local volatility generated by an implied volatility surface is unique obviously (satisfies Dupire equation).Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.